Dataset statistics
| Number of variables | 18 |
|---|---|
| Number of observations | 154 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 5 |
| Duplicate rows (%) | 3.2% |
| Total size in memory | 26.6 KiB |
| Average record size in memory | 176.8 B |
Variable types
| NUM | 17 |
|---|---|
| CAT | 1 |
Reproduction
| Analysis started | 2020-05-10 21:26:47.478903 |
|---|---|
| Analysis finished | 2020-05-10 21:27:31.167613 |
| Version | pandas-profiling v2.6.0 |
| Command line | pandas_profiling --config_file config.yaml [YOUR_FILE.csv] |
| Download configuration | config.yaml |
| Dataset has 5 (3.2%) duplicate rows | Duplicates |
date has a high cardinality: 149 distinct values | High cardinality |
steps_ttl_per_day is highly correlated with cm_ttl_per_day | High Correlation |
cm_ttl_per_day is highly correlated with steps_ttl_per_day | High Correlation |
date only contains datetime values, but is categorical. Consider applying pd.to_datetime() | Type |
day_week has 23 (14.9%) zeros | Zeros |
deep_min has 2 (1.3%) zeros | Zeros |
| Distinct count | 149 |
|---|---|
| Unique (%) | 96.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.3 KiB |
| 2020-03-06 | 2 |
|---|---|
| 2020-01-06 | 2 |
| 2019-11-07 | 2 |
| 2020-02-05 | 2 |
| 2019-12-07 | 2 |
| Other values (144) |
| Value | Count | Frequency (%) | |
| 2020-03-06 | 2 | 1.3% | |
| 2020-01-06 | 2 | 1.3% | |
| 2019-11-07 | 2 | 1.3% | |
| 2020-02-05 | 2 | 1.3% | |
| 2019-12-07 | 2 | 1.3% | |
| 2020-03-10 | 1 | 0.6% | |
| 2020-03-22 | 1 | 0.6% | |
| 2020-03-23 | 1 | 0.6% | |
| 2019-11-03 | 1 | 0.6% | |
| 2020-02-26 | 1 | 0.6% | |
| Other values (139) | 139 | 90.3% |
Length
| Max length | 10 |
|---|---|
| Mean length | 10 |
| Min length | 10 |
| Value | Count | Frequency (%) | |
| Decimal_Number | 10 | 90.9% | |
| Dash_Punctuation | 1 | 9.1% |
| Value | Count | Frequency (%) | |
| Common | 11 | 100.0% |
| Value | Count | Frequency (%) | |
| ASCII | 11 | 100.0% |
| Distinct count | 7 |
|---|---|
| Unique (%) | 4.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.012987013 |
|---|---|
| Minimum | 0 |
| Maximum | 6 |
| Zeros | 23 |
| Zeros (%) | 14.9% |
| Memory size | 1.3 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 1 |
| median | 3 |
| Q3 | 5 |
| 95-th percentile | 6 |
| Maximum | 6 |
| Range | 6 |
| Interquartile range (IQR) | 4 |
Descriptive statistics
| Standard deviation | 2.019470626 |
|---|---|
| Coefficient of variation (CV) | 0.6702553369 |
| Kurtosis | -1.264311879 |
| Mean | 3.012987013 |
| Median Absolute Deviation (MAD) | 1.728959352 |
| Skewness | -0.02758713686 |
| Sum | 464 |
| Variance | 4.078261608 |
Histogram with fixed size bins (bins=10)
Histogram with variable size bins (bins=[0. 0.5 5.5 6. ], "bayesian blocks" binning strategy used)
| Value | Count | Frequency (%) | |
| 5 | 23 | 14.9% | |
| 0 | 23 | 14.9% | |
| 6 | 22 | 14.3% | |
| 4 | 22 | 14.3% | |
| 3 | 22 | 14.3% | |
| 2 | 21 | 13.6% | |
| 1 | 21 | 13.6% |
| Value | Count | Frequency (%) | |
| 0 | 23 | 14.9% | |
| 1 | 21 | 13.6% | |
| 2 | 21 | 13.6% | |
| 3 | 22 | 14.3% | |
| 4 | 22 | 14.3% |
| Value | Count | Frequency (%) | |
| 6 | 22 | 14.3% | |
| 5 | 23 | 14.9% | |
| 4 | 22 | 14.3% | |
| 3 | 22 | 14.3% | |
| 2 | 21 | 13.6% |
bmp_avr
Real number (ℝ≥0)
| Distinct count | 149 |
|---|---|
| Unique (%) | 96.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 64.78576766 |
|---|---|
| Minimum | 54.48850575 |
| Maximum | 83.95384615 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 1.3 KiB |
Quantile statistics
| Minimum | 54.48850575 |
|---|---|
| 5-th percentile | 56.49325049 |
| Q1 | 60.81122096 |
| median | 63.88811178 |
| Q3 | 67.84998626 |
| 95-th percentile | 75.01224057 |
| Maximum | 83.95384615 |
| Range | 29.46534041 |
| Interquartile range (IQR) | 7.038765294 |
Descriptive statistics
| Standard deviation | 5.695630297 |
|---|---|
| Coefficient of variation (CV) | 0.08791483844 |
| Kurtosis | 1.071730162 |
| Mean | 64.78576766 |
| Median Absolute Deviation (MAD) | 4.423945921 |
| Skewness | 0.8577311742 |
| Sum | 9977.00822 |
| Variance | 32.44020448 |
Histogram with fixed size bins (bins=10)
Histogram with variable size bins (bins=[54.48850575 59.79577148 67.11160516 71.67502503 83.95384615], "bayesian blocks" binning strategy used)
| Value | Count | Frequency (%) | |
| 61.80662983 | 2 | 1.3% | |
| 66.53846154 | 2 | 1.3% | |
| 83.95384615 | 2 | 1.3% | |
| 62.45454545 | 2 | 1.3% | |
| 63.96732026 | 2 | 1.3% | |
| 66.48356808 | 1 | 0.6% | |
| 69.68852459 | 1 | 0.6% | |
| 71.68518519 | 1 | 0.6% | |
| 56.40740741 | 1 | 0.6% | |
| 64.18238994 | 1 | 0.6% | |
| Other values (139) | 139 | 90.3% |
| Value | Count | Frequency (%) | |
| 54.48850575 | 1 | 0.6% | |
| 54.55172414 | 1 | 0.6% | |
| 55.29752066 | 1 | 0.6% | |
| 55.43103448 | 1 | 0.6% | |
| 55.4375 | 1 | 0.6% |
| Value | Count | Frequency (%) | |
| 83.95384615 | 2 | 1.3% | |
| 82.50515464 | 1 | 0.6% | |
| 78.74261603 | 1 | 0.6% | |
| 77.26553672 | 1 | 0.6% | |
| 75.73927393 | 1 | 0.6% |
calories_ttl_per_day
Real number (ℝ≥0)
| Distinct count | 149 |
|---|---|
| Unique (%) | 96.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 446.7742857 |
|---|---|
| Minimum | 99.11 |
| Maximum | 1330.26 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 1.3 KiB |
Quantile statistics
| Minimum | 99.11 |
|---|---|
| 5-th percentile | 193.4325 |
| Q1 | 338.29 |
| median | 424.235 |
| Q3 | 524.3375 |
| 95-th percentile | 764.5135 |
| Maximum | 1330.26 |
| Range | 1231.15 |
| Interquartile range (IQR) | 186.0475 |
Descriptive statistics
| Standard deviation | 176.2410382 |
|---|---|
| Coefficient of variation (CV) | 0.3944744446 |
| Kurtosis | 3.980131407 |
| Mean | 446.7742857 |
| Median Absolute Deviation (MAD) | 127.1990724 |
| Skewness | 1.321299129 |
| Sum | 68803.24 |
| Variance | 31060.90356 |
Histogram with fixed size bins (bins=10)
Histogram with variable size bins (bins=[ 99.11 262.52 538.285 800.67 1330.26 ], "bayesian blocks" binning strategy used)
| Value | Count | Frequency (%) | |
| 358.78 | 2 | 1.3% | |
| 466.06 | 2 | 1.3% | |
| 530.64 | 2 | 1.3% | |
| 425.95 | 2 | 1.3% | |
| 416.52 | 2 | 1.3% | |
| 516.71 | 1 | 0.6% | |
| 370.54 | 1 | 0.6% | |
| 313.15 | 1 | 0.6% | |
| 411.54 | 1 | 0.6% | |
| 961.74 | 1 | 0.6% | |
| Other values (139) | 139 | 90.3% |
| Value | Count | Frequency (%) | |
| 99.11 | 1 | 0.6% | |
| 134.01 | 1 | 0.6% | |
| 144.82 | 1 | 0.6% | |
| 166.74 | 1 | 0.6% | |
| 174.04 | 1 | 0.6% |
| Value | Count | Frequency (%) | |
| 1330.26 | 1 | 0.6% | |
| 968.59 | 1 | 0.6% | |
| 961.74 | 1 | 0.6% | |
| 865.78 | 1 | 0.6% | |
| 855.05 | 1 | 0.6% |
| Distinct count | 149 |
|---|---|
| Unique (%) | 96.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 178721.3247 |
|---|---|
| Minimum | 5960 |
| Maximum | 608080 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 1.3 KiB |
Quantile statistics
| Minimum | 5960 |
|---|---|
| 5-th percentile | 18738.2 |
| Q1 | 90735 |
| median | 149345 |
| Q3 | 233070 |
| 95-th percentile | 452916.5 |
| Maximum | 608080 |
| Range | 602120 |
| Interquartile range (IQR) | 142335 |
Descriptive statistics
| Standard deviation | 125870.8434 |
|---|---|
| Coefficient of variation (CV) | 0.7042855332 |
| Kurtosis | 1.209911209 |
| Mean | 178721.3247 |
| Median Absolute Deviation (MAD) | 96699.43566 |
| Skewness | 1.158547225 |
| Sum | 27523084 |
| Variance | 1.584346923e+10 |
Histogram with fixed size bins (bins=10)
Histogram with variable size bins (bins=[ 5960. 240685. 608080.], "bayesian blocks" binning strategy used)
| Value | Count | Frequency (%) | |
| 106300 | 2 | 1.3% | |
| 168090 | 2 | 1.3% | |
| 186330 | 2 | 1.3% | |
| 501640 | 2 | 1.3% | |
| 56560 | 2 | 1.3% | |
| 36350 | 1 | 0.6% | |
| 34900 | 1 | 0.6% | |
| 112210 | 1 | 0.6% | |
| 151140 | 1 | 0.6% | |
| 64336 | 1 | 0.6% | |
| Other values (139) | 139 | 90.3% |
| Value | Count | Frequency (%) | |
| 5960 | 1 | 0.6% | |
| 7020 | 1 | 0.6% | |
| 10820 | 1 | 0.6% | |
| 11660 | 1 | 0.6% | |
| 12570 | 1 | 0.6% |
| Value | Count | Frequency (%) | |
| 608080 | 1 | 0.6% | |
| 606162 | 1 | 0.6% | |
| 501640 | 2 | 1.3% | |
| 487430 | 1 | 0.6% | |
| 465400 | 1 | 0.6% |
| Distinct count | 148 |
|---|---|
| Unique (%) | 96.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2147.194805 |
|---|---|
| Minimum | 74 |
| Maximum | 7195 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 1.3 KiB |
Quantile statistics
| Minimum | 74 |
|---|---|
| 5-th percentile | 232.3 |
| Q1 | 1125 |
| median | 1849 |
| Q3 | 2844.25 |
| 95-th percentile | 5186.2 |
| Maximum | 7195 |
| Range | 7121 |
| Interquartile range (IQR) | 1719.25 |
Descriptive statistics
| Standard deviation | 1446.46429 |
|---|---|
| Coefficient of variation (CV) | 0.6736530316 |
| Kurtosis | 1.091750358 |
| Mean | 2147.194805 |
| Median Absolute Deviation (MAD) | 1124.121268 |
| Skewness | 1.058906871 |
| Sum | 330668 |
| Variance | 2092258.942 |
Histogram with fixed size bins (bins=10)
Histogram with variable size bins (bins=[ 74. 2941. 5576. 7195.], "bayesian blocks" binning strategy used)
| Value | Count | Frequency (%) | |
| 2305 | 2 | 1.3% | |
| 700 | 2 | 1.3% | |
| 2081 | 2 | 1.3% | |
| 5431 | 2 | 1.3% | |
| 1316 | 2 | 1.3% | |
| 1870 | 2 | 1.3% | |
| 2559 | 1 | 0.6% | |
| 3409 | 1 | 0.6% | |
| 87 | 1 | 0.6% | |
| 1366 | 1 | 0.6% | |
| Other values (138) | 138 | 89.6% |
| Value | Count | Frequency (%) | |
| 74 | 1 | 0.6% | |
| 87 | 1 | 0.6% | |
| 134 | 1 | 0.6% | |
| 145 | 1 | 0.6% | |
| 156 | 1 | 0.6% |
| Value | Count | Frequency (%) | |
| 7195 | 1 | 0.6% | |
| 7148 | 1 | 0.6% | |
| 5592 | 1 | 0.6% | |
| 5560 | 1 | 0.6% | |
| 5457 | 1 | 0.6% |
lightly_active_minutes
Real number (ℝ≥0)
| Distinct count | 114 |
|---|---|
| Unique (%) | 74.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 248.9675325 |
|---|---|
| Minimum | 112 |
| Maximum | 605 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 1.3 KiB |
Quantile statistics
| Minimum | 112 |
|---|---|
| 5-th percentile | 145.65 |
| Q1 | 197 |
| median | 229.5 |
| Q3 | 290 |
| 95-th percentile | 406.55 |
| Maximum | 605 |
| Range | 493 |
| Interquartile range (IQR) | 93 |
Descriptive statistics
| Standard deviation | 80.13284875 |
|---|---|
| Coefficient of variation (CV) | 0.3218606376 |
| Kurtosis | 2.325119821 |
| Mean | 248.9675325 |
| Median Absolute Deviation (MAD) | 61.09234272 |
| Skewness | 1.248169239 |
| Sum | 38341 |
| Variance | 6421.273449 |
Histogram with fixed size bins (bins=10)
Histogram with variable size bins (bins=[112. 143.5 304. 433.5 605. ], "bayesian blocks" binning strategy used)
| Value | Count | Frequency (%) | |
| 197 | 4 | 2.6% | |
| 200 | 3 | 1.9% | |
| 290 | 3 | 1.9% | |
| 263 | 3 | 1.9% | |
| 196 | 3 | 1.9% | |
| 145 | 3 | 1.9% | |
| 237 | 3 | 1.9% | |
| 202 | 2 | 1.3% | |
| 209 | 2 | 1.3% | |
| 212 | 2 | 1.3% | |
| Other values (104) | 126 | 81.8% |
| Value | Count | Frequency (%) | |
| 112 | 1 | 0.6% | |
| 131 | 1 | 0.6% | |
| 132 | 1 | 0.6% | |
| 137 | 1 | 0.6% | |
| 142 | 1 | 0.6% |
| Value | Count | Frequency (%) | |
| 605 | 1 | 0.6% | |
| 505 | 1 | 0.6% | |
| 459 | 1 | 0.6% | |
| 435 | 1 | 0.6% | |
| 432 | 1 | 0.6% |
moderately_active_minutes
Real number (ℝ≥0)
| Distinct count | 55 |
|---|---|
| Unique (%) | 35.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 27.96103896 |
|---|---|
| Minimum | 0 |
| Maximum | 146 |
| Zeros | 1 |
| Zeros (%) | 0.6% |
| Memory size | 1.3 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 6 |
| Q1 | 14.25 |
| median | 25 |
| Q3 | 34.75 |
| 95-th percentile | 59.7 |
| Maximum | 146 |
| Range | 146 |
| Interquartile range (IQR) | 20.5 |
Descriptive statistics
| Standard deviation | 19.77880397 |
|---|---|
| Coefficient of variation (CV) | 0.7073701373 |
| Kurtosis | 11.00797907 |
| Mean | 27.96103896 |
| Median Absolute Deviation (MAD) | 13.26665542 |
| Skewness | 2.541151861 |
| Sum | 4306 |
| Variance | 391.2010865 |
Histogram with fixed size bins (bins=10)
Histogram with variable size bins (bins=[ 0. 8.5 36.5 62. 146. ], "bayesian blocks" binning strategy used)
| Value | Count | Frequency (%) | |
| 11 | 9 | 5.8% | |
| 19 | 8 | 5.2% | |
| 27 | 8 | 5.2% | |
| 14 | 6 | 3.9% | |
| 24 | 6 | 3.9% | |
| 33 | 5 | 3.2% | |
| 28 | 5 | 3.2% | |
| 23 | 5 | 3.2% | |
| 31 | 5 | 3.2% | |
| 36 | 5 | 3.2% | |
| Other values (45) | 92 | 59.7% |
| Value | Count | Frequency (%) | |
| 0 | 1 | 0.6% | |
| 3 | 1 | 0.6% | |
| 4 | 1 | 0.6% | |
| 5 | 2 | 1.3% | |
| 6 | 4 | 2.6% |
| Value | Count | Frequency (%) | |
| 146 | 1 | 0.6% | |
| 125 | 1 | 0.6% | |
| 85 | 1 | 0.6% | |
| 74 | 1 | 0.6% | |
| 70 | 1 | 0.6% |
very_active_minutes
Real number (ℝ≥0)
| Distinct count | 81 |
|---|---|
| Unique (%) | 52.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 48.64285714 |
|---|---|
| Minimum | 0 |
| Maximum | 178 |
| Zeros | 1 |
| Zeros (%) | 0.6% |
| Memory size | 1.3 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 11 |
| Q1 | 24.25 |
| median | 40.5 |
| Q3 | 69.25 |
| 95-th percentile | 106.7 |
| Maximum | 178 |
| Range | 178 |
| Interquartile range (IQR) | 45 |
Descriptive statistics
| Standard deviation | 32.04871263 |
|---|---|
| Coefficient of variation (CV) | 0.6588575284 |
| Kurtosis | 1.050648651 |
| Mean | 48.64285714 |
| Median Absolute Deviation (MAD) | 25.62894249 |
| Skewness | 1.043978037 |
| Sum | 7491 |
| Variance | 1027.119981 |
Histogram with fixed size bins (bins=10)
Histogram with variable size bins (bins=[ 0. 9.5 71.5 124. 178. ], "bayesian blocks" binning strategy used)
| Value | Count | Frequency (%) | |
| 15 | 6 | 3.9% | |
| 70 | 6 | 3.9% | |
| 16 | 5 | 3.2% | |
| 25 | 5 | 3.2% | |
| 11 | 4 | 2.6% | |
| 38 | 4 | 2.6% | |
| 37 | 4 | 2.6% | |
| 85 | 3 | 1.9% | |
| 33 | 3 | 1.9% | |
| 60 | 3 | 1.9% | |
| Other values (71) | 111 | 72.1% |
| Value | Count | Frequency (%) | |
| 0 | 1 | 0.6% | |
| 3 | 1 | 0.6% | |
| 7 | 1 | 0.6% | |
| 8 | 2 | 1.3% | |
| 11 | 4 | 2.6% |
| Value | Count | Frequency (%) | |
| 178 | 1 | 0.6% | |
| 137 | 1 | 0.6% | |
| 127 | 1 | 0.6% | |
| 121 | 2 | 1.3% | |
| 115 | 1 | 0.6% |
sedentary_minutes
Real number (ℝ≥0)
| Distinct count | 118 |
|---|---|
| Unique (%) | 76.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 716.1493506 |
|---|---|
| Minimum | 420 |
| Maximum | 947 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 1.3 KiB |
Quantile statistics
| Minimum | 420 |
|---|---|
| 5-th percentile | 533 |
| Q1 | 647.25 |
| median | 729 |
| Q3 | 797 |
| 95-th percentile | 870.2 |
| Maximum | 947 |
| Range | 527 |
| Interquartile range (IQR) | 149.75 |
Descriptive statistics
| Standard deviation | 106.4695349 |
|---|---|
| Coefficient of variation (CV) | 0.1486694567 |
| Kurtosis | -0.2176481238 |
| Mean | 716.1493506 |
| Median Absolute Deviation (MAD) | 85.56434475 |
| Skewness | -0.3878265576 |
| Sum | 110287 |
| Variance | 11335.76186 |
Histogram with fixed size bins (bins=10)
Histogram with variable size bins (bins=[420. 623.5 851. 947. ], "bayesian blocks" binning strategy used)
| Value | Count | Frequency (%) | |
| 729 | 4 | 2.6% | |
| 691 | 4 | 2.6% | |
| 630 | 3 | 1.9% | |
| 598 | 3 | 1.9% | |
| 797 | 3 | 1.9% | |
| 670 | 2 | 1.3% | |
| 536 | 2 | 1.3% | |
| 725 | 2 | 1.3% | |
| 622 | 2 | 1.3% | |
| 767 | 2 | 1.3% | |
| Other values (108) | 127 | 82.5% |
| Value | Count | Frequency (%) | |
| 420 | 1 | 0.6% | |
| 451 | 1 | 0.6% | |
| 453 | 1 | 0.6% | |
| 501 | 1 | 0.6% | |
| 506 | 1 | 0.6% |
| Value | Count | Frequency (%) | |
| 947 | 1 | 0.6% | |
| 928 | 1 | 0.6% | |
| 916 | 1 | 0.6% | |
| 903 | 1 | 0.6% | |
| 891 | 1 | 0.6% |
timeInBed
Real number (ℝ≥0)
| Distinct count | 98 |
|---|---|
| Unique (%) | 63.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 398.6688312 |
|---|---|
| Minimum | 213 |
| Maximum | 560 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 1.3 KiB |
Quantile statistics
| Minimum | 213 |
|---|---|
| 5-th percentile | 329.95 |
| Q1 | 364 |
| median | 392.5 |
| Q3 | 427.75 |
| 95-th percentile | 482.75 |
| Maximum | 560 |
| Range | 347 |
| Interquartile range (IQR) | 63.75 |
Descriptive statistics
| Standard deviation | 52.74083326 |
|---|---|
| Coefficient of variation (CV) | 0.1322923417 |
| Kurtosis | 1.112553454 |
| Mean | 398.6688312 |
| Median Absolute Deviation (MAD) | 40.72094788 |
| Skewness | 0.1367804229 |
| Sum | 61395 |
| Variance | 2781.595493 |
Histogram with fixed size bins (bins=10)
Histogram with variable size bins (bins=[213. 342.5 429. 490. 560. ], "bayesian blocks" binning strategy used)
| Value | Count | Frequency (%) | |
| 361 | 5 | 3.2% | |
| 422 | 4 | 2.6% | |
| 472 | 4 | 2.6% | |
| 410 | 3 | 1.9% | |
| 419 | 3 | 1.9% | |
| 349 | 3 | 1.9% | |
| 385 | 3 | 1.9% | |
| 402 | 3 | 1.9% | |
| 423 | 3 | 1.9% | |
| 377 | 3 | 1.9% | |
| Other values (88) | 120 | 77.9% |
| Value | Count | Frequency (%) | |
| 213 | 1 | 0.6% | |
| 249 | 1 | 0.6% | |
| 286 | 1 | 0.6% | |
| 294 | 1 | 0.6% | |
| 304 | 1 | 0.6% |
| Value | Count | Frequency (%) | |
| 560 | 1 | 0.6% | |
| 536 | 1 | 0.6% | |
| 535 | 1 | 0.6% | |
| 520 | 1 | 0.6% | |
| 492 | 1 | 0.6% |
| Distinct count | 61 |
|---|---|
| Unique (%) | 39.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 39.41558442 |
|---|---|
| Minimum | 0 |
| Maximum | 93 |
| Zeros | 2 |
| Zeros (%) | 1.3% |
| Memory size | 1.3 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 11.3 |
| Q1 | 28 |
| median | 38 |
| Q3 | 51.75 |
| 95-th percentile | 73 |
| Maximum | 93 |
| Range | 93 |
| Interquartile range (IQR) | 23.75 |
Descriptive statistics
| Standard deviation | 17.70591323 |
|---|---|
| Coefficient of variation (CV) | 0.4492109782 |
| Kurtosis | -0.05515244888 |
| Mean | 39.41558442 |
| Median Absolute Deviation (MAD) | 13.72609209 |
| Skewness | 0.2601372726 |
| Sum | 6070 |
| Variance | 313.4993634 |
Histogram with fixed size bins (bins=10)
Histogram with variable size bins (bins=[ 0. 18.5 34.5 45.5 75. 93. ], "bayesian blocks" binning strategy used)
| Value | Count | Frequency (%) | |
| 37 | 8 | 5.2% | |
| 36 | 6 | 3.9% | |
| 35 | 6 | 3.9% | |
| 43 | 6 | 3.9% | |
| 30 | 5 | 3.2% | |
| 39 | 5 | 3.2% | |
| 74 | 4 | 2.6% | |
| 21 | 4 | 2.6% | |
| 22 | 4 | 2.6% | |
| 44 | 4 | 2.6% | |
| Other values (51) | 102 | 66.2% |
| Value | Count | Frequency (%) | |
| 0 | 2 | 1.3% | |
| 5 | 1 | 0.6% | |
| 7 | 2 | 1.3% | |
| 8 | 1 | 0.6% | |
| 9 | 1 | 0.6% |
| Value | Count | Frequency (%) | |
| 93 | 1 | 0.6% | |
| 80 | 1 | 0.6% | |
| 76 | 1 | 0.6% | |
| 74 | 4 | 2.6% | |
| 73 | 2 | 1.3% |
wake_min
Real number (ℝ≥0)
| Distinct count | 41 |
|---|---|
| Unique (%) | 26.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 43.48701299 |
|---|---|
| Minimum | 23 |
| Maximum | 69 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 1.3 KiB |
Quantile statistics
| Minimum | 23 |
|---|---|
| 5-th percentile | 29 |
| Q1 | 38 |
| median | 42 |
| Q3 | 50 |
| 95-th percentile | 59.7 |
| Maximum | 69 |
| Range | 46 |
| Interquartile range (IQR) | 12 |
Descriptive statistics
| Standard deviation | 9.317379231 |
|---|---|
| Coefficient of variation (CV) | 0.2142565927 |
| Kurtosis | -0.07266092456 |
| Mean | 43.48701299 |
| Median Absolute Deviation (MAD) | 7.362455726 |
| Skewness | 0.1982552584 |
| Sum | 6697 |
| Variance | 86.81355573 |
Histogram with fixed size bins (bins=10)
Histogram with variable size bins (bins=[23. 37.5 44.5 54.5 69. ], "bayesian blocks" binning strategy used)
| Value | Count | Frequency (%) | |
| 42 | 12 | 7.8% | |
| 40 | 10 | 6.5% | |
| 50 | 9 | 5.8% | |
| 44 | 9 | 5.8% | |
| 48 | 8 | 5.2% | |
| 38 | 8 | 5.2% | |
| 39 | 8 | 5.2% | |
| 41 | 7 | 4.5% | |
| 54 | 7 | 4.5% | |
| 32 | 6 | 3.9% | |
| Other values (31) | 70 | 45.5% |
| Value | Count | Frequency (%) | |
| 23 | 2 | 1.3% | |
| 24 | 1 | 0.6% | |
| 25 | 1 | 0.6% | |
| 26 | 2 | 1.3% | |
| 27 | 1 | 0.6% |
| Value | Count | Frequency (%) | |
| 69 | 1 | 0.6% | |
| 67 | 1 | 0.6% | |
| 65 | 1 | 0.6% | |
| 63 | 1 | 0.6% | |
| 62 | 2 | 1.3% |
light_min
Real number (ℝ≥0)
| Distinct count | 94 |
|---|---|
| Unique (%) | 61.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 259.2207792 |
|---|---|
| Minimum | 150 |
| Maximum | 378 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 1.3 KiB |
Quantile statistics
| Minimum | 150 |
|---|---|
| 5-th percentile | 194.3 |
| Q1 | 233 |
| median | 256 |
| Q3 | 281.75 |
| 95-th percentile | 333.1 |
| Maximum | 378 |
| Range | 228 |
| Interquartile range (IQR) | 48.75 |
Descriptive statistics
| Standard deviation | 42.8377768 |
|---|---|
| Coefficient of variation (CV) | 0.1652559526 |
| Kurtosis | 0.4153867155 |
| Mean | 259.2207792 |
| Median Absolute Deviation (MAD) | 32.67515601 |
| Skewness | 0.4531572699 |
| Sum | 39920 |
| Variance | 1835.075121 |
Histogram with fixed size bins (bins=10)
Histogram with variable size bins (bins=[150. 207.5 289.5 378. ], "bayesian blocks" binning strategy used)
| Value | Count | Frequency (%) | |
| 256 | 6 | 3.9% | |
| 238 | 6 | 3.9% | |
| 288 | 5 | 3.2% | |
| 233 | 5 | 3.2% | |
| 289 | 5 | 3.2% | |
| 251 | 4 | 2.6% | |
| 240 | 4 | 2.6% | |
| 218 | 3 | 1.9% | |
| 269 | 3 | 1.9% | |
| 262 | 3 | 1.9% | |
| Other values (84) | 110 | 71.4% |
| Value | Count | Frequency (%) | |
| 150 | 1 | 0.6% | |
| 168 | 1 | 0.6% | |
| 179 | 1 | 0.6% | |
| 181 | 1 | 0.6% | |
| 183 | 1 | 0.6% |
| Value | Count | Frequency (%) | |
| 378 | 1 | 0.6% | |
| 370 | 1 | 0.6% | |
| 368 | 2 | 1.3% | |
| 363 | 1 | 0.6% | |
| 356 | 1 | 0.6% |
rem_min
Real number (ℝ≥0)
| Distinct count | 71 |
|---|---|
| Unique (%) | 46.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 56.15584416 |
|---|---|
| Minimum | 6 |
| Maximum | 113 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 1.3 KiB |
Quantile statistics
| Minimum | 6 |
|---|---|
| 5-th percentile | 17 |
| Q1 | 37 |
| median | 59 |
| Q3 | 70.75 |
| 95-th percentile | 96 |
| Maximum | 113 |
| Range | 107 |
| Interquartile range (IQR) | 33.75 |
Descriptive statistics
| Standard deviation | 24.52826298 |
|---|---|
| Coefficient of variation (CV) | 0.4367891418 |
| Kurtosis | -0.647767413 |
| Mean | 56.15584416 |
| Median Absolute Deviation (MAD) | 20.22162253 |
| Skewness | 0.1266877296 |
| Sum | 8648 |
| Variance | 601.6356846 |
Histogram with fixed size bins (bins=10)
Histogram with variable size bins (bins=[ 6. 16.5 87.5 113. ], "bayesian blocks" binning strategy used)
| Value | Count | Frequency (%) | |
| 62 | 8 | 5.2% | |
| 59 | 5 | 3.2% | |
| 61 | 5 | 3.2% | |
| 37 | 5 | 3.2% | |
| 17 | 4 | 2.6% | |
| 30 | 4 | 2.6% | |
| 68 | 4 | 2.6% | |
| 69 | 4 | 2.6% | |
| 36 | 4 | 2.6% | |
| 66 | 4 | 2.6% | |
| Other values (61) | 107 | 69.5% |
| Value | Count | Frequency (%) | |
| 6 | 1 | 0.6% | |
| 7 | 1 | 0.6% | |
| 12 | 1 | 0.6% | |
| 14 | 2 | 1.3% | |
| 16 | 1 | 0.6% |
| Value | Count | Frequency (%) | |
| 113 | 1 | 0.6% | |
| 112 | 1 | 0.6% | |
| 110 | 1 | 0.6% | |
| 106 | 1 | 0.6% | |
| 105 | 1 | 0.6% |
overall_score
Real number (ℝ≥0)
| Distinct count | 27 |
|---|---|
| Unique (%) | 17.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 71.5974026 |
|---|---|
| Minimum | 53 |
| Maximum | 88 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 1.3 KiB |
Quantile statistics
| Minimum | 53 |
|---|---|
| 5-th percentile | 62 |
| Q1 | 68 |
| median | 72 |
| Q3 | 75 |
| 95-th percentile | 80.35 |
| Maximum | 88 |
| Range | 35 |
| Interquartile range (IQR) | 7 |
Descriptive statistics
| Standard deviation | 5.655143394 |
|---|---|
| Coefficient of variation (CV) | 0.07898531495 |
| Kurtosis | 1.053485051 |
| Mean | 71.5974026 |
| Median Absolute Deviation (MAD) | 4.303929836 |
| Skewness | -0.3870232659 |
| Sum | 11026 |
| Variance | 31.9806468 |
Histogram with fixed size bins (bins=10)
Histogram with variable size bins (bins=[53. 65.5 76.5 81.5 88. ], "bayesian blocks" binning strategy used)
| Value | Count | Frequency (%) | |
| 71 | 19 | 12.3% | |
| 74 | 14 | 9.1% | |
| 73 | 11 | 7.1% | |
| 66 | 10 | 6.5% | |
| 72 | 10 | 6.5% | |
| 78 | 9 | 5.8% | |
| 76 | 9 | 5.8% | |
| 67 | 8 | 5.2% | |
| 75 | 8 | 5.2% | |
| 68 | 8 | 5.2% | |
| Other values (17) | 48 | 31.2% |
| Value | Count | Frequency (%) | |
| 53 | 1 | 0.6% | |
| 54 | 1 | 0.6% | |
| 55 | 1 | 0.6% | |
| 58 | 1 | 0.6% | |
| 59 | 1 | 0.6% |
| Value | Count | Frequency (%) | |
| 88 | 1 | 0.6% | |
| 84 | 1 | 0.6% | |
| 82 | 2 | 1.3% | |
| 81 | 4 | 2.6% | |
| 80 | 4 | 2.6% |
all_activity
Real number (ℝ≥0)
| Distinct count | 123 |
|---|---|
| Unique (%) | 79.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 325.5714286 |
|---|---|
| Minimum | 161 |
| Maximum | 645 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 1.3 KiB |
Quantile statistics
| Minimum | 161 |
|---|---|
| 5-th percentile | 191.3 |
| Q1 | 262 |
| median | 314 |
| Q3 | 385 |
| 95-th percentile | 489.45 |
| Maximum | 645 |
| Range | 484 |
| Interquartile range (IQR) | 123 |
Descriptive statistics
| Standard deviation | 94.03231659 |
|---|---|
| Coefficient of variation (CV) | 0.2888223853 |
| Kurtosis | 0.5816776565 |
| Mean | 325.5714286 |
| Median Absolute Deviation (MAD) | 74.7309833 |
| Skewness | 0.6748591269 |
| Sum | 50138 |
| Variance | 8842.076564 |
Histogram with fixed size bins (bins=10)
Histogram with variable size bins (bins=[161. 416. 645.], "bayesian blocks" binning strategy used)
| Value | Count | Frequency (%) | |
| 273 | 3 | 1.9% | |
| 193 | 3 | 1.9% | |
| 305 | 3 | 1.9% | |
| 405 | 3 | 1.9% | |
| 334 | 3 | 1.9% | |
| 290 | 2 | 1.3% | |
| 297 | 2 | 1.3% | |
| 435 | 2 | 1.3% | |
| 330 | 2 | 1.3% | |
| 412 | 2 | 1.3% | |
| Other values (113) | 129 | 83.8% |
| Value | Count | Frequency (%) | |
| 161 | 1 | 0.6% | |
| 163 | 1 | 0.6% | |
| 167 | 1 | 0.6% | |
| 175 | 1 | 0.6% | |
| 176 | 1 | 0.6% |
| Value | Count | Frequency (%) | |
| 645 | 1 | 0.6% | |
| 606 | 1 | 0.6% | |
| 584 | 1 | 0.6% | |
| 556 | 1 | 0.6% | |
| 532 | 1 | 0.6% |
restlessness
Real number (ℝ≥0)
| Distinct count | 149 |
|---|---|
| Unique (%) | 96.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.08727490528 |
|---|---|
| Minimum | 0.03943661972 |
| Maximum | 0.1990212072 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 1.3 KiB |
Quantile statistics
| Minimum | 0.03943661972 |
|---|---|
| 5-th percentile | 0.05163325308 |
| Q1 | 0.06572746589 |
| median | 0.08133021348 |
| Q3 | 0.1015298467 |
| 95-th percentile | 0.1434348555 |
| Maximum | 0.1990212072 |
| Range | 0.1595845875 |
| Interquartile range (IQR) | 0.03580238086 |
Descriptive statistics
| Standard deviation | 0.03011112028 |
|---|---|
| Coefficient of variation (CV) | 0.3450146429 |
| Kurtosis | 1.706674252 |
| Mean | 0.08727490528 |
| Median Absolute Deviation (MAD) | 0.02296207761 |
| Skewness | 1.202224216 |
| Sum | 13.44033541 |
| Variance | 0.0009066795647 |
Histogram with fixed size bins (bins=10)
Histogram with variable size bins (bins=[0.03943662 0.0549687 0.09513244 0.14979374 0.19902121], "bayesian blocks" binning strategy used)
| Value | Count | Frequency (%) | |
| 0.08180839612 | 2 | 1.3% | |
| 0.06818181818 | 2 | 1.3% | |
| 0.06056129985 | 2 | 1.3% | |
| 0.174366617 | 2 | 1.3% | |
| 0.08722358722 | 2 | 1.3% | |
| 0.06563245823 | 1 | 0.6% | |
| 0.08089260809 | 1 | 0.6% | |
| 0.1233299075 | 1 | 0.6% | |
| 0.08543417367 | 1 | 0.6% | |
| 0.1495327103 | 1 | 0.6% | |
| Other values (139) | 139 | 90.3% |
| Value | Count | Frequency (%) | |
| 0.03943661972 | 1 | 0.6% | |
| 0.04060913706 | 1 | 0.6% | |
| 0.04109589041 | 1 | 0.6% | |
| 0.04316546763 | 1 | 0.6% | |
| 0.04840940526 | 1 | 0.6% |
| Value | Count | Frequency (%) | |
| 0.1990212072 | 1 | 0.6% | |
| 0.1946778711 | 1 | 0.6% | |
| 0.174366617 | 2 | 1.3% | |
| 0.1500547645 | 1 | 0.6% | |
| 0.1495327103 | 1 | 0.6% |
Pearson's r
The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.
Spearman's ρ
The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.
Kendall's τ
Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.
First rows
| date | day_week | bmp_avr | calories_ttl_per_day | cm_ttl_per_day | steps_ttl_per_day | lightly_active_minutes | moderately_active_minutes | very_active_minutes | sedentary_minutes | timeInBed | deep_min | wake_min | light_min | rem_min | overall_score | all_activity | restlessness | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 2019-11-02 | 5 | 60.685083 | 464.31 | 132100 | 1635 | 202 | 43 | 56 | 709 | 430 | 36 | 52 | 259 | 83 | 79 | 301 | 0.078978 |
| 1 | 2019-11-03 | 6 | 62.662921 | 509.19 | 144460 | 1788 | 262 | 63 | 45 | 648 | 422 | 38 | 44 | 289 | 51 | 71 | 370 | 0.093491 |
| 2 | 2019-11-04 | 0 | 61.610390 | 388.12 | 116550 | 1443 | 230 | 23 | 28 | 760 | 399 | 37 | 38 | 289 | 35 | 68 | 281 | 0.064851 |
| 3 | 2019-11-05 | 1 | 66.559211 | 402.06 | 242320 | 2626 | 263 | 22 | 56 | 737 | 362 | 27 | 36 | 260 | 39 | 73 | 341 | 0.093185 |
| 4 | 2019-11-06 | 2 | 64.954839 | 396.26 | 140480 | 1739 | 206 | 10 | 11 | 849 | 364 | 66 | 23 | 237 | 38 | 67 | 227 | 0.064472 |
| 5 | 2019-11-07 | 3 | 62.454545 | 416.52 | 106300 | 1316 | 182 | 11 | 15 | 866 | 366 | 44 | 54 | 240 | 28 | 71 | 208 | 0.068182 |
| 6 | 2019-11-07 | 3 | 62.454545 | 416.52 | 106300 | 1316 | 182 | 11 | 15 | 866 | 366 | 44 | 54 | 240 | 28 | 71 | 208 | 0.068182 |
| 7 | 2019-11-08 | 4 | 67.153846 | 419.16 | 142190 | 1802 | 212 | 38 | 54 | 744 | 392 | 34 | 32 | 244 | 82 | 74 | 304 | 0.056483 |
| 8 | 2019-11-09 | 5 | 64.248366 | 369.12 | 126810 | 1570 | 305 | 31 | 60 | 653 | 391 | 36 | 47 | 244 | 64 | 74 | 396 | 0.066411 |
| 9 | 2019-11-10 | 6 | 63.696809 | 481.29 | 212890 | 2694 | 263 | 34 | 92 | 629 | 422 | 52 | 40 | 249 | 81 | 81 | 389 | 0.061611 |
Last rows
| date | day_week | bmp_avr | calories_ttl_per_day | cm_ttl_per_day | steps_ttl_per_day | lightly_active_minutes | moderately_active_minutes | very_active_minutes | sedentary_minutes | timeInBed | deep_min | wake_min | light_min | rem_min | overall_score | all_activity | restlessness | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 144 | 2020-03-21 | 5 | 66.483568 | 692.63 | 306650 | 3794 | 249 | 31 | 70 | 657 | 433 | 40 | 52 | 261 | 80 | 74 | 350 | 0.049008 |
| 145 | 2020-03-22 | 6 | 56.539474 | 262.48 | 23380 | 290 | 168 | 14 | 11 | 793 | 454 | 36 | 46 | 314 | 58 | 74 | 193 | 0.080990 |
| 146 | 2020-03-23 | 0 | 58.583851 | 274.25 | 116990 | 1448 | 149 | 13 | 31 | 824 | 423 | 45 | 48 | 269 | 61 | 73 | 193 | 0.078292 |
| 147 | 2020-03-24 | 1 | 63.260417 | 411.54 | 112140 | 1388 | 151 | 3 | 13 | 781 | 492 | 43 | 54 | 327 | 68 | 76 | 167 | 0.058883 |
| 148 | 2020-03-25 | 2 | 66.944444 | 313.15 | 257350 | 3184 | 186 | 11 | 43 | 797 | 403 | 67 | 56 | 240 | 40 | 71 | 240 | 0.067416 |
| 149 | 2020-03-26 | 3 | 65.663102 | 315.21 | 233290 | 2887 | 142 | 26 | 42 | 771 | 459 | 54 | 44 | 324 | 37 | 76 | 210 | 0.058306 |
| 150 | 2020-03-27 | 4 | 60.184615 | 206.48 | 81890 | 1093 | 181 | 28 | 65 | 821 | 345 | 59 | 38 | 196 | 52 | 72 | 274 | 0.096961 |
| 151 | 2020-03-28 | 5 | 74.044554 | 714.71 | 441040 | 5457 | 207 | 69 | 83 | 679 | 402 | 5 | 48 | 290 | 59 | 67 | 359 | 0.087126 |
| 152 | 2020-03-29 | 6 | 63.171271 | 282.42 | 46010 | 570 | 145 | 19 | 22 | 840 | 474 | 55 | 65 | 256 | 38 | 62 | 186 | 0.056962 |
| 153 | 2020-03-30 | 0 | 59.511719 | 488.36 | 55180 | 684 | 161 | 6 | 8 | 842 | 423 | 35 | 37 | 281 | 70 | 78 | 175 | 0.136473 |